EDA

Dataset statistics

Number of variables	33
Number of observations	655309
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	170.0 MiB
Average record size in memory	272.0 B

Variable types

Numeric	19
Categorical	14

Alerts

`customer_age` is highly overall correlated with `date_of_birth_distinct_emails_4w` and 1 other fields	High correlation
`velocity_24h` is highly overall correlated with `velocity_4w` and 1 other fields	High correlation
`velocity_4w` is highly overall correlated with `velocity_24h` and 1 other fields	High correlation
`credit_risk_score` is highly overall correlated with `proposed_credit_limit`	High correlation
`proposed_credit_limit` is highly overall correlated with `credit_risk_score`	High correlation
`month` is highly overall correlated with `velocity_24h` and 1 other fields	High correlation
`date_of_birth_distinct_emails_4w` is highly overall correlated with `customer_age`	High correlation
`segmentacion_etaria` is highly overall correlated with `customer_age`	High correlation
`fraud_bool` is highly imbalanced (92.6%)	Imbalance
`foreign_request` is highly imbalanced (82.9%)	Imbalance
`source` is highly imbalanced (95.9%)	Imbalance
`device_distinct_emails_8w` is highly imbalanced (86.8%)	Imbalance
`id` is uniformly distributed	Uniform
`id` has unique values	Unique
`x1` has unique values	Unique
`x2` has unique values	Unique
`bank_branch_count_8w` has 14356 (2.2%) zeros	Zeros
`month` has 60584 (9.2%) zeros	Zeros

Reproduction

Analysis started	2023-06-01 16:15:10.781818
Analysis finished	2023-06-01 16:16:41.837621
Duration	1 minute and 31.06 seconds
Software version	ydata-profiling vv4.2.0
Download configuration	config.json

id
Real number (ℝ)

UNIFORM UNIQUE

Distinct	655309
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	500065.35

Minimum	0
Maximum	999999
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	10.0 MiB

Quantile statistics

Minimum	0
5-th percentile	49910.4
Q1	250116
median	500123
Q3	749854
95-th percentile	949801.6
Maximum	999999
Range	999999
Interquartile range (IQR)	499738

Descriptive statistics

Standard deviation	288622.61
Coefficient of variation (CV)	0.57716977
Kurtosis	-1.1998662
Mean	500065.35
Median Absolute Deviation (MAD)	249873
Skewness	-0.00080945587
Sum	3.2769733 × 10¹¹
Variance	8.3303008 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
149585	1	< 0.1%
377616	1	< 0.1%
438298	1	< 0.1%
484431	1	< 0.1%
664802	1	< 0.1%
318151	1	< 0.1%
492099	1	< 0.1%
27871	1	< 0.1%
893808	1	< 0.1%
504283	1	< 0.1%
Other values (655299)	655299	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
10	1	< 0.1%
11	1	< 0.1%
12	1	< 0.1%
14	1	< 0.1%

Value	Count	Frequency (%)
999999	1	< 0.1%
999998	1	< 0.1%
999997	1	< 0.1%
999996	1	< 0.1%
999994	1	< 0.1%
999993	1	< 0.1%
999992	1	< 0.1%
999991	1	< 0.1%
999988	1	< 0.1%
999987	1	< 0.1%

fraud_bool
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	10.0 MiB

0.0	649392
1.0	5917

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	1965927
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	649392	99.1%
1.0	5917	0.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	649392	99.1%
1.0	5917	0.9%

Most occurring characters

Value	Count	Frequency (%)
0	1304701	66.4%
.	655309	33.3%
1	5917	0.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1310618	66.7%
Other Punctuation	655309	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1304701	99.5%
1	5917	0.5%

Other Punctuation

Value	Count	Frequency (%)
.	655309	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1965927	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1304701	66.4%
.	655309	33.3%
1	5917	0.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1965927	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1304701	66.4%
.	655309	33.3%
1	5917	0.3%

income
Real number (ℝ)

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.5844864

Minimum	0.1
Maximum	0.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.0 MiB

Quantile statistics

Minimum	0.1
5-th percentile	0.1
Q1	0.3
median	0.7
Q3	0.8
95-th percentile	0.9
Maximum	0.9
Range	0.8
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	0.28648911
Coefficient of variation (CV)	0.4901553
Kurtosis	-1.1799478
Mean	0.5844864
Median Absolute Deviation (MAD)	0.2
Skewness	-0.49736004
Sum	383019.2
Variance	0.08207601
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0.9	160482	24.5%
0.8	101452	15.5%
0.1	91398	13.9%
0.6	72312	11.0%
0.7	69766	10.6%
0.4	50932	7.8%
0.2	41631	6.4%
0.5	35804	5.5%
0.3	31532	4.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	91398	13.9%
0.2	41631	6.4%
0.3	31532	4.8%
0.4	50932	7.8%
0.5	35804	5.5%
0.6	72312	11.0%
0.7	69766	10.6%
0.8	101452	15.5%
0.9	160482	24.5%

Value	Count	Frequency (%)
0.9	160482	24.5%
0.8	101452	15.5%
0.7	69766	10.6%
0.6	72312	11.0%
0.5	35804	5.5%
0.4	50932	7.8%
0.3	31532	4.8%
0.2	41631	6.4%
0.1	91398	13.9%

current_address_months_count
Real number (ℝ)

Distinct	415
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	102.12352

Minimum	0
Maximum	429
Zeros	4947
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	10.0 MiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	29
median	67
Q3	160
95-th percentile	306
Maximum	429
Range	429
Interquartile range (IQR)	131

Descriptive statistics

Standard deviation	94.629252
Coefficient of variation (CV)	0.92661565
Kurtosis	0.56170821
Mean	102.12352
Median Absolute Deviation (MAD)	53
Skewness	1.1310549
Sum	66922462
Variance	8954.6954
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6	8359	1.3%
7	8221	1.3%
8	8066	1.2%
9	7921	1.2%
5	7819	1.2%
4	7468	1.1%
10	7424	1.1%
3	7091	1.1%
11	7086	1.1%
2	6627	1.0%
Other values (405)	579227	88.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4947	0.8%
1	5707	0.9%
2	6627	1.0%
3	7091	1.1%
4	7468	1.1%
5	7819	1.2%
6	8359	1.3%
7	8221	1.3%
8	8066	1.2%
9	7921	1.2%

Value	Count	Frequency (%)
429	1	< 0.1%
423	1	< 0.1%
413	2	< 0.1%
412	1	< 0.1%
411	1	< 0.1%
410	2	< 0.1%
409	1	< 0.1%
408	3	< 0.1%
406	1	< 0.1%
405	4	< 0.1%

customer_age
Real number (ℝ)

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	41.656272

Minimum	10
Maximum	90
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.0 MiB

Quantile statistics

Minimum	10
5-th percentile	20
Q1	30
median	50
Q3	50
95-th percentile	60
Maximum	90
Range	80
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	13.803813
Coefficient of variation (CV)	0.33137418
Kurtosis	-0.65501156
Mean	41.656272
Median Absolute Deviation (MAD)	10
Skewness	-0.20448935
Sum	27297730
Variance	190.54526
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
50	255249	39.0%
30	121374	18.5%
20	94398	14.4%
40	92408	14.1%
60	67573	10.3%
70	13262	2.0%
10	7981	1.2%
80	2851	0.4%
90	213	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10	7981	1.2%
20	94398	14.4%
30	121374	18.5%
40	92408	14.1%
50	255249	39.0%
60	67573	10.3%
70	13262	2.0%
80	2851	0.4%
90	213	< 0.1%

Value	Count	Frequency (%)
90	213	< 0.1%
80	2851	0.4%
70	13262	2.0%
60	67573	10.3%
50	255249	39.0%
40	92408	14.1%
30	121374	18.5%
20	94398	14.4%
10	7981	1.2%

days_since_request
Real number (ℝ)

Distinct	649978
Distinct (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.64836459

Minimum	3.1127908 × 10^-8
Maximum	76.577505
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.0 MiB

Quantile statistics

Minimum	3.1127908 × 10^-8
5-th percentile	0.0014993256
Q1	0.0076485128
median	0.015946506
Q3	0.026767428
95-th percentile	1.5263983
Maximum	76.577505
Range	76.577505
Interquartile range (IQR)	0.019118915

Descriptive statistics

Standard deviation	3.7488756
Coefficient of variation (CV)	5.7820487
Kurtosis	174.32988
Mean	0.64836459
Median Absolute Deviation (MAD)	0.0092164869
Skewness	11.177248
Sum	424879.15
Variance	14.054069
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.02779427789	3	< 0.1%
0.01752137533	3	< 0.1%
0.01274189252	3	< 0.1%
0.01743084263	3	< 0.1%
0.01030164521	3	< 0.1%
0.03287823666	3	< 0.1%
0.02882843571	3	< 0.1%
0.01715185264	3	< 0.1%
0.01318010777	3	< 0.1%
0.02032779054	3	< 0.1%
Other values (649968)	655279	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.112790756 × 10^-8	1	< 0.1%
4.284949667 × 10^-8	1	< 0.1%
6.467590399 × 10^-8	1	< 0.1%
8.972571815 × 10^-8	1	< 0.1%
1.936133843 × 10^-7	1	< 0.1%
2.340225221 × 10^-7	1	< 0.1%
2.459462076 × 10^-7	1	< 0.1%
2.756645081 × 10^-7	1	< 0.1%
4.231948539 × 10^-7	1	< 0.1%
4.712836535 × 10^-7	1	< 0.1%

Value	Count	Frequency (%)
76.57750471	1	< 0.1%
76.44178416	1	< 0.1%
75.77016058	1	< 0.1%
75.45246817	1	< 0.1%
75.38991741	1	< 0.1%
75.35012786	1	< 0.1%
75.21939776	1	< 0.1%
75.18252938	1	< 0.1%
75.1514815	1	< 0.1%
75.09746385	1	< 0.1%

payment_type
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	10.0 MiB

AB	338623
AA	213822
AD	88087
AC	14589
AE	188

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	1310618
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	AA
2nd row	AB
3rd row	AB
4th row	AA
5th row	AA

Common Values

Value	Count	Frequency (%)
AB	338623	51.7%
AA	213822	32.6%
AD	88087	13.4%
AC	14589	2.2%
AE	188	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
ab	338623	51.7%
aa	213822	32.6%
ad	88087	13.4%
ac	14589	2.2%
ae	188	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
A	869131	66.3%
B	338623	25.8%
D	88087	6.7%
C	14589	1.1%
E	188	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	1310618	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	869131	66.3%
B	338623	25.8%
D	88087	6.7%
C	14589	1.1%
E	188	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1310618	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	869131	66.3%
B	338623	25.8%
D	88087	6.7%
C	14589	1.1%
E	188	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1310618	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	869131	66.3%
B	338623	25.8%
D	88087	6.7%
C	14589	1.1%
E	188	< 0.1%

zip_count_4w
Real number (ℝ)

Distinct	6180
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1525.6851

Minimum	1
Maximum	6650
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.0 MiB

Quantile statistics

Minimum	1
5-th percentile	506
Q1	894
median	1207
Q3	1837
95-th percentile	3601
Maximum	6650
Range	6649
Interquartile range (IQR)	943

Descriptive statistics

Standard deviation	974.96672
Coefficient of variation (CV)	0.63903536
Kurtosis	2.5327484
Mean	1525.6851
Median Absolute Deviation (MAD)	404
Skewness	1.5808295
Sum	9.9979517 × 10⁸
Variance	950560.11
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1062	605	0.1%
1023	601	0.1%
1021	601	0.1%
1014	601	0.1%
1054	597	0.1%
924	596	0.1%
1000	591	0.1%
1033	589	0.1%
1048	585	0.1%
1009	584	0.1%
Other values (6170)	649359	99.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2	< 0.1%
2	5	< 0.1%
3	3	< 0.1%
4	1	< 0.1%
5	4	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	2	< 0.1%
9	2	< 0.1%
10	5	< 0.1%

Value	Count	Frequency (%)
6650	1	< 0.1%
6593	1	< 0.1%
6557	1	< 0.1%
6553	1	< 0.1%
6526	2	< 0.1%
6513	1	< 0.1%
6506	1	< 0.1%
6501	1	< 0.1%
6442	1	< 0.1%
6435	1	< 0.1%

velocity_6h
Real number (ℝ)

Distinct	654701
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5522.1329

Minimum	-174.10969
Maximum	16754.959
Zeros	0
Zeros (%)	0.0%
Negative	37
Negative (%)	< 0.1%
Memory size	10.0 MiB

Quantile statistics

Minimum	-174.10969
5-th percentile	1179.1008
Q1	3312.516
median	5186.6271
Q3	7515.9797
95-th percentile	11075.32
Maximum	16754.959
Range	16929.069
Interquartile range (IQR)	4203.4637

Descriptive statistics

Standard deviation	3002.3261
Coefficient of variation (CV)	0.54368958
Kurtosis	0.04996197
Mean	5522.1329
Median Absolute Deviation (MAD)	2077.4695
Skewness	0.578512
Sum	3.6187034 × 10⁹
Variance	9013962
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5869.79409	3	< 0.1%
9452.454217	2	< 0.1%
3461.012226	2	< 0.1%
5521.13977	2	< 0.1%
6617.097227	2	< 0.1%
5125.394232	2	< 0.1%
4591.141526	2	< 0.1%
5704.343728	2	< 0.1%
2739.77735	2	< 0.1%
5559.489189	2	< 0.1%
Other values (654691)	655288	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-174.1096908	1	< 0.1%
-155.4307304	1	< 0.1%
-130.456928	1	< 0.1%
-113.0468992	1	< 0.1%
-110.7034762	1	< 0.1%
-106.9782971	1	< 0.1%
-96.51829979	1	< 0.1%
-84.13861148	1	< 0.1%
-77.95925234	1	< 0.1%
-75.12062215	1	< 0.1%

Value	Count	Frequency (%)
16754.95902	1	< 0.1%
16754.20092	1	< 0.1%
16701.86995	1	< 0.1%
16573.28576	1	< 0.1%
16517.25703	1	< 0.1%
16515.61382	1	< 0.1%
16490.82418	1	< 0.1%
16472.27084	1	< 0.1%
16458.71349	1	< 0.1%
16455.16045	1	< 0.1%

velocity_24h
Real number (ℝ)

Distinct	654885
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4681.3728

Minimum	1322.3252
Maximum	9511.5441
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.0 MiB

Quantile statistics

Minimum	1322.3252
5-th percentile	2553.8804
Q1	3498.6928
median	4643.0277
Q3	5631.8026
95-th percentile	7330.8154
Maximum	9511.5441
Range	8189.2189
Interquartile range (IQR)	2133.1098

Descriptive statistics

Standard deviation	1475.9684
Coefficient of variation (CV)	0.31528539
Kurtosis	-0.25714099
Mean	4681.3728
Median Absolute Deviation (MAD)	1072.6331
Skewness	0.42768422
Sum	3.0677457 × 10⁹
Variance	2178482.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5083.929288	3	< 0.1%
5027.707936	2	< 0.1%
4392.403126	2	< 0.1%
4579.845119	2	< 0.1%
2744.179591	2	< 0.1%
4680.467174	2	< 0.1%
4536.599507	2	< 0.1%
3454.284936	2	< 0.1%
4175.190245	2	< 0.1%
5221.650602	2	< 0.1%
Other values (654875)	655288	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1322.325176	1	< 0.1%
1326.681151	1	< 0.1%
1346.622214	1	< 0.1%
1366.255299	1	< 0.1%
1375.367356	1	< 0.1%
1375.998099	1	< 0.1%
1380.047025	1	< 0.1%
1394.837472	1	< 0.1%
1401.913143	1	< 0.1%
1405.763718	1	< 0.1%

Value	Count	Frequency (%)
9511.544062	1	< 0.1%
9505.181514	1	< 0.1%
9474.913485	1	< 0.1%
9472.491584	1	< 0.1%
9453.246771	1	< 0.1%
9449.585484	1	< 0.1%
9447.698906	1	< 0.1%
9446.485797	1	< 0.1%
9439.197009	1	< 0.1%
9435.635329	1	< 0.1%

velocity_4w
Real number (ℝ)

Distinct	654540
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4746.2979

Minimum	2870.5916
Maximum	7019.201
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.0 MiB

Quantile statistics

Minimum	2870.5916
5-th percentile	3116.549
Q1	4239.9849
median	4808.447
Q3	5335.051
95-th percentile	6362.124
Maximum	7019.201
Range	4148.6094
Interquartile range (IQR)	1095.0661

Descriptive statistics

Standard deviation	884.09839
Coefficient of variation (CV)	0.18627116
Kurtosis	-0.26460705
Mean	4746.2979
Median Absolute Deviation (MAD)	555.58223
Skewness	0.046026068
Sum	3.1102917 × 10⁹
Variance	781629.96
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3480.307357	3	< 0.1%
4358.685619	3	< 0.1%
3135.31079	2	< 0.1%
4966.784353	2	< 0.1%
4348.069414	2	< 0.1%
4843.60264	2	< 0.1%
4822.915805	2	< 0.1%
4943.825256	2	< 0.1%
5470.681186	2	< 0.1%
5194.720472	2	< 0.1%
Other values (654530)	655287	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2870.591613	1	< 0.1%
2896.415063	1	< 0.1%
2918.632222	1	< 0.1%
2919.806878	1	< 0.1%
2920.415951	1	< 0.1%
2921.590392	1	< 0.1%
2922.163499	1	< 0.1%
2926.560489	1	< 0.1%
2928.591401	1	< 0.1%
2933.821361	1	< 0.1%

Value	Count	Frequency (%)
7019.20103	1	< 0.1%
6977.711782	1	< 0.1%
6970.521948	1	< 0.1%
6961.908358	1	< 0.1%
6955.383287	1	< 0.1%
6942.150889	1	< 0.1%
6941.960129	1	< 0.1%
6940.29743	1	< 0.1%
6938.88494	1	< 0.1%
6938.768203	1	< 0.1%

bank_branch_count_8w
Real number (ℝ)

Distinct	2317
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	263.60399

Minimum	0
Maximum	2377
Zeros	14356
Zeros (%)	2.2%
Negative	0
Negative (%)	0.0%
Memory size	10.0 MiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	7
median	14
Q3	99
95-th percentile	1659
Maximum	2377
Range	2377
Interquartile range (IQR)	92

Descriptive statistics

Standard deviation	526.90827
Coefficient of variation (CV)	1.998863
Kurtosis	3.2446548
Mean	263.60399
Median Absolute Deviation (MAD)	12
Skewness	2.108835
Sum	1.7274207 × 10⁸
Variance	277632.32
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	49909	7.6%
2	40709	6.2%
11	25215	3.8%
12	25041	3.8%
10	24684	3.8%
13	23834	3.6%
9	22944	3.5%
14	21637	3.3%
8	20653	3.2%
15	18619	2.8%
Other values (2307)	382064	58.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	14356	2.2%
1	49909	7.6%
2	40709	6.2%
3	13121	2.0%
4	10590	1.6%
5	12714	1.9%
6	15431	2.4%
7	18100	2.8%
8	20653	3.2%
9	22944	3.5%

Value	Count	Frequency (%)
2377	1	< 0.1%
2360	1	< 0.1%
2357	1	< 0.1%
2355	2	< 0.1%
2348	1	< 0.1%
2347	1	< 0.1%
2346	1	< 0.1%
2345	1	< 0.1%
2342	1	< 0.1%
2339	1	< 0.1%

employment_status
Categorical

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	10.0 MiB

CA	445892
CB	95464
CC	57443
CF	27978
CD	15049
Other values (2)	13483

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	1310618
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	CF
2nd row	CC
3rd row	CA
4th row	CC
5th row	CA

Common Values

Value	Count	Frequency (%)
CA	445892	68.0%
CB	95464	14.6%
CC	57443	8.8%
CF	27978	4.3%
CD	15049	2.3%
CE	13132	2.0%
CG	351	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
ca	445892	68.0%
cb	95464	14.6%
cc	57443	8.8%
cf	27978	4.3%
cd	15049	2.3%
ce	13132	2.0%
cg	351	0.1%

Most occurring characters

Value	Count	Frequency (%)
C	712752	54.4%
A	445892	34.0%
B	95464	7.3%
F	27978	2.1%
D	15049	1.1%
E	13132	1.0%
G	351	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	1310618	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
C	712752	54.4%
A	445892	34.0%
B	95464	7.3%
F	27978	2.1%
D	15049	1.1%
E	13132	1.0%
G	351	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1310618	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
C	712752	54.4%
A	445892	34.0%
B	95464	7.3%
F	27978	2.1%
D	15049	1.1%
E	13132	1.0%
G	351	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1310618	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
C	712752	54.4%
A	445892	34.0%
B	95464	7.3%
F	27978	2.1%
D	15049	1.1%
E	13132	1.0%
G	351	< 0.1%

credit_risk_score
Real number (ℝ)

Distinct	537
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	139.27306

Minimum	-164
Maximum	387
Zeros	292
Zeros (%)	< 0.1%
Negative	8321
Negative (%)	1.3%
Memory size	10.0 MiB

Quantile statistics

Minimum	-164
5-th percentile	32
Q1	89
median	130
Q3	189
95-th percentile	267
Maximum	387
Range	551
Interquartile range (IQR)	100

Descriptive statistics

Standard deviation	72.161074
Coefficient of variation (CV)	0.51812657
Kurtosis	-0.068336635
Mean	139.27306
Median Absolute Deviation (MAD)	49
Skewness	0.26229859
Sum	91266891
Variance	5207.2207
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
110	4267	0.7%
108	4266	0.7%
115	4256	0.6%
113	4237	0.6%
116	4224	0.6%
112	4214	0.6%
109	4156	0.6%
106	4145	0.6%
119	4131	0.6%
107	4131	0.6%
Other values (527)	613282	93.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-164	2	< 0.1%
-160	1	< 0.1%
-157	2	< 0.1%
-154	1	< 0.1%
-152	1	< 0.1%
-150	5	< 0.1%
-147	1	< 0.1%
-146	2	< 0.1%
-145	2	< 0.1%
-144	2	< 0.1%

Value	Count	Frequency (%)
387	3	< 0.1%
386	3	< 0.1%
383	2	< 0.1%
382	1	< 0.1%
380	3	< 0.1%
378	2	< 0.1%
377	7	< 0.1%
376	5	< 0.1%
375	3	< 0.1%
374	6	< 0.1%

housing_status
Categorical

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	10.0 MiB

BC	222464
BB	188049
BA	141020
BE	85261
BD	17142
Other values (2)	1373

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	1310618
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	BA
2nd row	BA
3rd row	BE
4th row	BB
5th row	BA

Common Values

Value	Count	Frequency (%)
BC	222464	33.9%
BB	188049	28.7%
BA	141020	21.5%
BE	85261	13.0%
BD	17142	2.6%
BF	1170	0.2%
BG	203	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
bc	222464	33.9%
bb	188049	28.7%
ba	141020	21.5%
be	85261	13.0%
bd	17142	2.6%
bf	1170	0.2%
bg	203	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
B	843358	64.3%
C	222464	17.0%
A	141020	10.8%
E	85261	6.5%
D	17142	1.3%
F	1170	0.1%
G	203	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	1310618	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
B	843358	64.3%
C	222464	17.0%
A	141020	10.8%
E	85261	6.5%
D	17142	1.3%
F	1170	0.1%
G	203	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1310618	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
B	843358	64.3%
C	222464	17.0%
A	141020	10.8%
E	85261	6.5%
D	17142	1.3%
F	1170	0.1%
G	203	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1310618	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
B	843358	64.3%
C	222464	17.0%
A	141020	10.8%
E	85261	6.5%
D	17142	1.3%
F	1170	0.1%
G	203	< 0.1%

bank_months_count
Real number (ℝ)

Distinct	32
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.130474

Minimum	1
Maximum	32
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.0 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	15
Q3	28
95-th percentile	31
Maximum	32
Range	31
Interquartile range (IQR)	26

Descriptive statistics

Standard deviation	11.446715
Coefficient of variation (CV)	0.75653377
Kurtosis	-1.6079392
Mean	15.130474
Median Absolute Deviation (MAD)	13
Skewness	0.018832125
Sum	9915136
Variance	131.02728
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
1	156649	23.9%
28	70611	10.8%
15	52374	8.0%
30	49089	7.5%
31	41224	6.3%
10	38382	5.9%
25	36953	5.6%
5	27821	4.2%
20	27015	4.1%
21	23558	3.6%
Other values (22)	131633	20.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	156649	23.9%
2	23215	3.5%
3	6996	1.1%
4	3960	0.6%
5	27821	4.2%
6	16103	2.5%
7	689	0.1%
8	39	< 0.1%
9	5282	0.8%
10	38382	5.9%

Value	Count	Frequency (%)
32	18	< 0.1%
31	41224	6.3%
30	49089	7.5%
29	8508	1.3%
28	70611	10.8%
27	3947	0.6%
26	21612	3.3%
25	36953	5.6%
24	1593	0.2%
23	222	< 0.1%

has_other_cards
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	10.0 MiB

0.0	482357
1.0	172952

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	1965927
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	482357	73.6%
1.0	172952	26.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	482357	73.6%
1.0	172952	26.4%

Most occurring characters

Value	Count	Frequency (%)
0	1137666	57.9%
.	655309	33.3%
1	172952	8.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1310618	66.7%
Other Punctuation	655309	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1137666	86.8%
1	172952	13.2%

Other Punctuation

Value	Count	Frequency (%)
.	655309	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1965927	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1137666	57.9%
.	655309	33.3%
1	172952	8.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1965927	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1137666	57.9%
.	655309	33.3%
1	172952	8.8%

proposed_credit_limit
Real number (ℝ)

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	561.30841

Minimum	200
Maximum	2000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.0 MiB

Quantile statistics

Minimum	200
5-th percentile	200
Q1	200
median	200
Q3	1000
95-th percentile	1500
Maximum	2000
Range	1800
Interquartile range (IQR)	800

Descriptive statistics

Standard deviation	511.46581
Coefficient of variation (CV)	0.91120283
Kurtosis	-0.38423456
Mean	561.30841
Median Absolute Deviation (MAD)	0
Skewness	1.0957626
Sum	3.6783045 × 10⁸
Variance	261597.27
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
200	372802	56.9%
1500	114766	17.5%
500	95939	14.6%
1000	56746	8.7%
510	5358	0.8%
2000	4402	0.7%
990	4144	0.6%
490	491	0.1%
210	432	0.1%
1900	229	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
200	372802	56.9%
210	432	0.1%
490	491	0.1%
500	95939	14.6%
510	5358	0.8%
990	4144	0.6%
1000	56746	8.7%
1500	114766	17.5%
1900	229	< 0.1%
2000	4402	0.7%

Value	Count	Frequency (%)
2000	4402	0.7%
1900	229	< 0.1%
1500	114766	17.5%
1000	56746	8.7%
990	4144	0.6%
510	5358	0.8%
500	95939	14.6%
490	491	0.1%
210	432	0.1%
200	372802	56.9%

foreign_request
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	10.0 MiB

0.0	638579
1.0	16730

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	1965927
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	638579	97.4%
1.0	16730	2.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	638579	97.4%
1.0	16730	2.6%

Most occurring characters

Value	Count	Frequency (%)
0	1293888	65.8%
.	655309	33.3%
1	16730	0.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1310618	66.7%
Other Punctuation	655309	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1293888	98.7%
1	16730	1.3%

Other Punctuation

Value	Count	Frequency (%)
.	655309	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1965927	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1293888	65.8%
.	655309	33.3%
1	16730	0.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1965927	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1293888	65.8%
.	655309	33.3%
1	16730	0.9%

source
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	10.0 MiB

INTERNET	652420
TELEAPP	2889

Length

Max length	8
Median length	8
Mean length	7.9955914
Min length	7

Characters and Unicode

Total characters	5239583
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	INTERNET
2nd row	INTERNET
3rd row	INTERNET
4th row	INTERNET
5th row	INTERNET

Common Values

Value	Count	Frequency (%)
INTERNET	652420	99.6%
TELEAPP	2889	0.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
internet	652420	99.6%
teleapp	2889	0.4%

Most occurring characters

Value	Count	Frequency (%)
E	1310618	25.0%
T	1307729	25.0%
N	1304840	24.9%
I	652420	12.5%
R	652420	12.5%
P	5778	0.1%
L	2889	0.1%
A	2889	0.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	5239583	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
E	1310618	25.0%
T	1307729	25.0%
N	1304840	24.9%
I	652420	12.5%
R	652420	12.5%
P	5778	0.1%
L	2889	0.1%
A	2889	0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	5239583	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
E	1310618	25.0%
T	1307729	25.0%
N	1304840	24.9%
I	652420	12.5%
R	652420	12.5%
P	5778	0.1%
L	2889	0.1%
A	2889	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5239583	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
E	1310618	25.0%
T	1307729	25.0%
N	1304840	24.9%
I	652420	12.5%
R	652420	12.5%
P	5778	0.1%
L	2889	0.1%
A	2889	0.1%

session_length_in_minutes
Real number (ℝ)

Distinct	653336
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.7447408

Minimum	-1
Maximum	82.308687
Zeros	0
Zeros (%)	0.0%
Negative	693
Negative (%)	0.1%
Memory size	10.0 MiB

Quantile statistics

Minimum	-1
5-th percentile	1.2871378
Q1	3.1776163
median	5.1950285
Q3	9.3328318
95-th percentile	21.706213
Maximum	82.308687
Range	83.308687
Interquartile range (IQR)	6.1552155

Descriptive statistics

Standard deviation	8.0835956
Coefficient of variation (CV)	1.0437529
Kurtosis	14.169298
Mean	7.7447408
Median Absolute Deviation (MAD)	2.658938
Skewness	3.1868406
Sum	5075198.3
Variance	65.344519
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1	693	0.1%
8.993731516	3	< 0.1%
4.455781343	3	< 0.1%
4.706080005	3	< 0.1%
4.515706471	2	< 0.1%
4.532371545	2	< 0.1%
2.402312558	2	< 0.1%
4.744296215	2	< 0.1%
4.82211935	2	< 0.1%
13.5890956	2	< 0.1%
Other values (653326)	654595	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1	693	0.1%
4.088611726 × 10^-5	1	< 0.1%
0.001224497171	1	< 0.1%
0.001894059749	1	< 0.1%
0.003472779563	1	< 0.1%
0.004286417425	1	< 0.1%
0.006187519682	1	< 0.1%
0.007119304742	1	< 0.1%
0.007424412727	1	< 0.1%
0.008876160022	1	< 0.1%

Value	Count	Frequency (%)
82.30868693	1	< 0.1%
81.95029589	1	< 0.1%
81.83908038	1	< 0.1%
81.70899171	1	< 0.1%
81.19897617	1	< 0.1%
80.82914753	1	< 0.1%
80.64418021	1	< 0.1%
80.23491256	1	< 0.1%
80.09767418	1	< 0.1%
79.42067157	1	< 0.1%

device_os
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	10.0 MiB

linux	216598
windows	204072
other	194695
macintosh	34242
x11	5702

Length

Max length	9
Median length	5
Mean length	5.8144372
Min length	3

Characters and Unicode

Total characters	3810253
Distinct characters	17
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	linux
2nd row	linux
3rd row	windows
4th row	linux
5th row	linux

Common Values

Value	Count	Frequency (%)
linux	216598	33.1%
windows	204072	31.1%
other	194695	29.7%
macintosh	34242	5.2%
x11	5702	0.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
linux	216598	33.1%
windows	204072	31.1%
other	194695	29.7%
macintosh	34242	5.2%
x11	5702	0.9%

Most occurring characters

Value	Count	Frequency (%)
i	454912	11.9%
n	454912	11.9%
o	433009	11.4%
w	408144	10.7%
s	238314	6.3%
h	228937	6.0%
t	228937	6.0%
x	222300	5.8%
l	216598	5.7%
u	216598	5.7%
Other values (7)	707592	18.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	3798849	99.7%
Decimal Number	11404	0.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	454912	12.0%
n	454912	12.0%
o	433009	11.4%
w	408144	10.7%
s	238314	6.3%
h	228937	6.0%
t	228937	6.0%
x	222300	5.9%
l	216598	5.7%
u	216598	5.7%
Other values (6)	696188	18.3%

Decimal Number

Value	Count	Frequency (%)
1	11404	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3798849	99.7%
Common	11404	0.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	454912	12.0%
n	454912	12.0%
o	433009	11.4%
w	408144	10.7%
s	238314	6.3%
h	228937	6.0%
t	228937	6.0%
x	222300	5.9%
l	216598	5.7%
u	216598	5.7%
Other values (6)	696188	18.3%

Common

Value	Count	Frequency (%)
1	11404	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3810253	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
i	454912	11.9%
n	454912	11.9%
o	433009	11.4%
w	408144	10.7%
s	238314	6.3%
h	228937	6.0%
t	228937	6.0%
x	222300	5.8%
l	216598	5.7%
u	216598	5.7%
Other values (7)	707592	18.6%

keep_alive_session
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	10.0 MiB

1.0	366601
0.0	288708

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	1965927
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
1.0	366601	55.9%
0.0	288708	44.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	366601	55.9%
0.0	288708	44.1%

Most occurring characters

Value	Count	Frequency (%)
0	944017	48.0%
.	655309	33.3%
1	366601	18.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1310618	66.7%
Other Punctuation	655309	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	944017	72.0%
1	366601	28.0%

Other Punctuation

Value	Count	Frequency (%)
.	655309	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1965927	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	944017	48.0%
.	655309	33.3%
1	366601	18.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1965927	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	944017	48.0%
.	655309	33.3%
1	366601	18.6%

month
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.6376839

Minimum	0
Maximum	7
Zeros	60584
Zeros (%)	9.2%
Negative	0
Negative (%)	0.0%
Memory size	10.0 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	4
Q3	5
95-th percentile	7
Maximum	7
Range	7
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.1424495
Coefficient of variation (CV)	0.58895978
Kurtosis	-1.0963959
Mean	3.6376839
Median Absolute Deviation (MAD)	2
Skewness	-0.086185367
Sum	2383807
Variance	4.5900899
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
3	101764	15.5%
5	100401	15.3%
6	90334	13.8%
2	86962	13.3%
4	80458	12.3%
1	67482	10.3%
7	67324	10.3%
0	60584	9.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	60584	9.2%
1	67482	10.3%
2	86962	13.3%
3	101764	15.5%
4	80458	12.3%
5	100401	15.3%
6	90334	13.8%
7	67324	10.3%

Value	Count	Frequency (%)
7	67324	10.3%
6	90334	13.8%
5	100401	15.3%
4	80458	12.3%
3	101764	15.5%
2	86962	13.3%
1	67482	10.3%
0	60584	9.2%

x1
Real number (ℝ)

Distinct	655309
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.01072629

Minimum	-4.9778644
Maximum	5.9384928
Zeros	0
Zeros (%)	0.0%
Negative	326592
Negative (%)	49.8%
Memory size	10.0 MiB

Quantile statistics

Minimum	-4.9778644
5-th percentile	-1.6381489
Q1	-0.66932602
median	0.0041363717
Q3	0.68332727
95-th percentile	1.6757838
Maximum	5.9384928
Range	10.916357
Interquartile range (IQR)	1.3526533

Descriptive statistics

Standard deviation	1.0104988
Coefficient of variation (CV)	94.207669
Kurtosis	0.12276264
Mean	0.01072629
Median Absolute Deviation (MAD)	0.67632183
Skewness	0.0528772
Sum	7029.0342
Variance	1.0211078
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.009335806623	1	< 0.1%
-0.8088673762	1	< 0.1%
0.8148363761	1	< 0.1%
1.708443345	1	< 0.1%
0.8614519241	1	< 0.1%
0.4025103591	1	< 0.1%
-0.7386674103	1	< 0.1%
0.2069842686	1	< 0.1%
-0.00443711277	1	< 0.1%
0.5441622779	1	< 0.1%
Other values (655299)	655299	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-4.977864446	1	< 0.1%
-4.913331616	1	< 0.1%
-4.852117653	1	< 0.1%
-4.659952967	1	< 0.1%
-4.602974619	1	< 0.1%
-4.446632241	1	< 0.1%
-4.371314395	1	< 0.1%
-4.365340579	1	< 0.1%
-4.233164797	1	< 0.1%
-4.215015696	1	< 0.1%

Value	Count	Frequency (%)
5.938492819	1	< 0.1%
5.647253063	1	< 0.1%
5.518075554	1	< 0.1%
5.497664426	1	< 0.1%
5.481411648	1	< 0.1%
5.35703142	1	< 0.1%
5.335605496	1	< 0.1%
5.187241498	1	< 0.1%
5.112475868	1	< 0.1%
5.031137736	1	< 0.1%

x2
Real number (ℝ)

Distinct	655309
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0088502104

Minimum	-4.7833695
Maximum	5.1129779
Zeros	0
Zeros (%)	0.0%
Negative	326378
Negative (%)	49.8%
Memory size	10.0 MiB

Quantile statistics

Minimum	-4.7833695
5-th percentile	-1.6396113
Q1	-0.67100547
median	0.0048348539
Q3	0.68131509
95-th percentile	1.6724096
Maximum	5.1129779
Range	9.8963474
Interquartile range (IQR)	1.3523206

Descriptive statistics

Standard deviation	1.0090708
Coefficient of variation (CV)	114.01659
Kurtosis	0.11578228
Mean	0.0088502104
Median Absolute Deviation (MAD)	0.67618021
Skewness	0.050105686
Sum	5799.6225
Variance	1.0182239
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-2.096682187	1	< 0.1%
-0.2377910703	1	< 0.1%
1.430172894	1	< 0.1%
-0.8312503954	1	< 0.1%
-0.308934278	1	< 0.1%
1.142870945	1	< 0.1%
-0.4006949142	1	< 0.1%
1.753921762	1	< 0.1%
2.169011833	1	< 0.1%
0.7014442829	1	< 0.1%
Other values (655299)	655299	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-4.783369547	1	< 0.1%
-4.618998589	1	< 0.1%
-4.433939506	1	< 0.1%
-4.426691766	1	< 0.1%
-4.3132024	1	< 0.1%
-4.302575372	1	< 0.1%
-4.28748851	1	< 0.1%
-4.257022333	1	< 0.1%
-4.252600076	1	< 0.1%
-4.219491273	1	< 0.1%

Value	Count	Frequency (%)
5.1129779	1	< 0.1%
5.086379754	1	< 0.1%
5.040554019	1	< 0.1%
4.996511552	1	< 0.1%
4.971527753	1	< 0.1%
4.92081972	1	< 0.1%
4.911469175	1	< 0.1%
4.846981941	1	< 0.1%
4.832154593	1	< 0.1%
4.783761934	1	< 0.1%

name_email_similarity
Real number (ℝ)

Distinct	654736
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.48546237

Minimum	6.1167532 × 10^-6
Maximum	0.99999996
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.0 MiB

Quantile statistics

Minimum	6.1167532 × 10^-6
5-th percentile	0.063314363
Q1	0.2002637
median	0.49153936
Q3	0.75763414
95-th percentile	0.91615415
Maximum	0.99999996
Range	0.99999385
Interquartile range (IQR)	0.55737044

Descriptive statistics

Standard deviation	0.2959337
Coefficient of variation (CV)	0.60959142
Kurtosis	-1.3541708
Mean	0.48546237
Median Absolute Deviation (MAD)	0.27941391
Skewness	0.054188053
Sum	318127.86
Variance	0.087576754
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4822098433	2	< 0.1%
0.7354668168	2	< 0.1%
0.8601710888	2	< 0.1%
0.3553535496	2	< 0.1%
0.9974528931	2	< 0.1%
0.07995081326	2	< 0.1%
0.1001204684	2	< 0.1%
0.9932400897	2	< 0.1%
0.1254527001	2	< 0.1%
0.8867180445	2	< 0.1%
Other values (654726)	655289	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6.11675322 × 10^-6	1	< 0.1%
8.85821685 × 10^-6	1	< 0.1%
1.887405922 × 10^-5	1	< 0.1%
2.022443363 × 10^-5	1	< 0.1%
2.116087418 × 10^-5	1	< 0.1%
2.539521405 × 10^-5	1	< 0.1%
3.198422688 × 10^-5	1	< 0.1%
4.252257594 × 10^-5	1	< 0.1%
5.490666288 × 10^-5	1	< 0.1%
5.587703243 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
0.9999999633	1	< 0.1%
0.9999998641	1	< 0.1%
0.9999996731	1	< 0.1%
0.9999990265	1	< 0.1%
0.9999984639	1	< 0.1%
0.9999982377	1	< 0.1%
0.9999981359	1	< 0.1%
0.9999977445	1	< 0.1%
0.9999976263	1	< 0.1%
0.9999974194	1	< 0.1%

date_of_birth_distinct_emails_4w
Real number (ℝ)

Distinct	40
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.7566781

Minimum	0
Maximum	39
Zeros	2178
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	10.0 MiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	4
median	7
Q3	11
95-th percentile	17
Maximum	39
Range	39
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	4.8582247
Coefficient of variation (CV)	0.626328
Kurtosis	0.90328988
Mean	7.7566781
Median Absolute Deviation (MAD)	3
Skewness	1.0093543
Sum	5083021
Variance	23.602347
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
5	74842	11.4%
6	66602	10.2%
4	62827	9.6%
7	57441	8.8%
3	48738	7.4%
2	46570	7.1%
8	45557	7.0%
11	33180	5.1%
9	32286	4.9%
10	26465	4.0%
Other values (30)	160801	24.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2178	0.3%
1	21678	3.3%
2	46570	7.1%
3	48738	7.4%
4	62827	9.6%
5	74842	11.4%
6	66602	10.2%
7	57441	8.8%
8	45557	7.0%
9	32286	4.9%

Value	Count	Frequency (%)
39	1	< 0.1%
38	2	< 0.1%
37	6	< 0.1%
36	8	< 0.1%
35	20	< 0.1%
34	29	< 0.1%
33	34	< 0.1%
32	66	< 0.1%
31	100	< 0.1%
30	128	< 0.1%

email_is_free
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	10.0 MiB

1.0	341237
0.0	314072

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	1965927
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	0.0
3rd row	0.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	341237	52.1%
0.0	314072	47.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	341237	52.1%
0.0	314072	47.9%

Most occurring characters

Value	Count	Frequency (%)
0	969381	49.3%
.	655309	33.3%
1	341237	17.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1310618	66.7%
Other Punctuation	655309	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	969381	74.0%
1	341237	26.0%

Other Punctuation

Value	Count	Frequency (%)
.	655309	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1965927	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	969381	49.3%
.	655309	33.3%
1	341237	17.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1965927	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	969381	49.3%
.	655309	33.3%
1	341237	17.4%

device_distinct_emails_8w
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	10.0 MiB

1.0	635823
2.0	16958
0.0	2528

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	1965927
Distinct characters	4
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	635823	97.0%
2.0	16958	2.6%
0.0	2528	0.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	635823	97.0%
2.0	16958	2.6%
0.0	2528	0.4%

Most occurring characters

Value	Count	Frequency (%)
0	657837	33.5%
.	655309	33.3%
1	635823	32.3%
2	16958	0.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1310618	66.7%
Other Punctuation	655309	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	657837	50.2%
1	635823	48.5%
2	16958	1.3%

Other Punctuation

Value	Count	Frequency (%)
.	655309	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1965927	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	657837	33.5%
.	655309	33.3%
1	635823	32.3%
2	16958	0.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1965927	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	657837	33.5%
.	655309	33.3%
1	635823	32.3%
2	16958	0.9%

phone_home_valid
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	10.0 MiB

1.0	336915
0.0	318394

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	1965927
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	0.0
3rd row	0.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	336915	51.4%
0.0	318394	48.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	336915	51.4%
0.0	318394	48.6%

Most occurring characters

Value	Count	Frequency (%)
0	973703	49.5%
.	655309	33.3%
1	336915	17.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1310618	66.7%
Other Punctuation	655309	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	973703	74.3%
1	336915	25.7%

Other Punctuation

Value	Count	Frequency (%)
.	655309	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1965927	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	973703	49.5%
.	655309	33.3%
1	336915	17.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1965927	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	973703	49.5%
.	655309	33.3%
1	336915	17.1%

phone_mobile_valid
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	10.0 MiB

1.0	565342
0.0	89967

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	1965927
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	565342	86.3%
0.0	89967	13.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	565342	86.3%
0.0	89967	13.7%

Most occurring characters

Value	Count	Frequency (%)
0	745276	37.9%
.	655309	33.3%
1	565342	28.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1310618	66.7%
Other Punctuation	655309	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	745276	56.9%
1	565342	43.1%

Other Punctuation

Value	Count	Frequency (%)
.	655309	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1965927	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	745276	37.9%
.	655309	33.3%
1	565342	28.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1965927	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	745276	37.9%
.	655309	33.3%
1	565342	28.8%

segmentacion_etaria
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	10.0 MiB

Adulto	469031
Adulto-Joven	94398
Persona Mayor	83899
Joven	7981

Length

Max length	13
Median length	6
Mean length	7.7483355
Min length	5

Characters and Unicode

Total characters	5077554
Distinct characters	18
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Adulto
2nd row	Adulto
3rd row	Adulto
4th row	Persona Mayor
5th row	Adulto

Common Values

Value	Count	Frequency (%)
Adulto	469031	71.6%
Adulto-Joven	94398	14.4%
Persona Mayor	83899	12.8%
Joven	7981	1.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
adulto	469031	63.5%
adulto-joven	94398	12.8%
persona	83899	11.3%
mayor	83899	11.3%
joven	7981	1.1%

Most occurring characters

Value	Count	Frequency (%)
o	833606	16.4%
A	563429	11.1%
d	563429	11.1%
u	563429	11.1%
l	563429	11.1%
t	563429	11.1%
n	186278	3.7%
e	186278	3.7%
r	167798	3.3%
a	167798	3.3%
Other values (8)	718651	14.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	4065651	80.1%
Uppercase Letter	833606	16.4%
Dash Punctuation	94398	1.9%
Space Separator	83899	1.7%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	833606	20.5%
d	563429	13.9%
u	563429	13.9%
l	563429	13.9%
t	563429	13.9%
n	186278	4.6%
e	186278	4.6%
r	167798	4.1%
a	167798	4.1%
v	102379	2.5%
Other values (2)	167798	4.1%

Uppercase Letter

Value	Count	Frequency (%)
A	563429	67.6%
J	102379	12.3%
P	83899	10.1%
M	83899	10.1%

Dash Punctuation

Value	Count	Frequency (%)
-	94398	100.0%

Space Separator

Value	Count	Frequency (%)
	83899	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	4899257	96.5%
Common	178297	3.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	833606	17.0%
A	563429	11.5%
d	563429	11.5%
u	563429	11.5%
l	563429	11.5%
t	563429	11.5%
n	186278	3.8%
e	186278	3.8%
r	167798	3.4%
a	167798	3.4%
Other values (6)	540354	11.0%

Common

Value	Count	Frequency (%)
-	94398	52.9%
	83899	47.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5077554	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	833606	16.4%
A	563429	11.1%
d	563429	11.1%
u	563429	11.1%
l	563429	11.1%
t	563429	11.1%
n	186278	3.7%
e	186278	3.7%
r	167798	3.3%
a	167798	3.3%
Other values (8)	718651	14.2%

Auto

Heatmap
Table

	id	income	current_address_months_count	customer_age	days_since_request	zip_count_4w	velocity_6h	velocity_24h	velocity_4w	bank_branch_count_8w	credit_risk_score	bank_months_count	proposed_credit_limit	session_length_in_minutes	month	x1	x2	name_email_similarity	date_of_birth_distinct_emails_4w	fraud_bool	payment_type	employment_status	housing_status	has_other_cards	foreign_request	source	device_os	keep_alive_session	email_is_free	device_distinct_emails_8w	phone_home_valid	phone_mobile_valid	segmentacion_etaria
id	1.000	0.000	-0.001	0.001	0.001	0.001	0.001	0.000	-0.000	-0.000	0.000	0.001	0.000	-0.000	0.001	-0.002	0.002	-0.001	-0.001	0.002	0.000	0.002	0.002	0.003	0.000	0.003	0.001	0.001	0.000	0.000	0.002	0.000	0.000
income	0.000	1.000	-0.025	0.076	-0.023	-0.073	-0.099	-0.111	-0.115	-0.007	0.180	-0.033	0.135	-0.083	0.124	0.003	0.001	-0.028	-0.027	0.045	0.029	0.062	0.084	0.087	0.012	0.008	0.039	0.041	0.024	0.018	0.009	0.040	0.074
current_address_months_count	-0.001	-0.025	1.000	0.223	-0.005	0.054	0.027	0.015	0.029	0.026	0.126	0.058	0.153	-0.033	-0.027	-0.000	-0.001	0.047	-0.225	0.043	0.050	0.062	0.178	0.071	0.024	0.011	0.051	0.056	0.091	0.017	0.136	0.107	0.106
customer_age	0.001	0.076	0.223	1.000	0.044	-0.027	-0.003	0.002	-0.008	0.066	0.139	0.032	0.123	0.057	0.014	-0.006	-0.005	-0.045	-0.552	0.030	0.052	0.166	0.179	0.118	0.013	0.024	0.092	0.062	0.039	0.040	0.249	0.172	1.000
days_since_request	0.001	-0.023	-0.005	0.044	1.000	-0.042	0.060	0.043	0.018	0.024	-0.083	-0.013	-0.069	0.052	-0.019	-0.001	-0.001	-0.033	-0.064	0.004	0.076	0.014	0.028	0.042	0.000	0.014	0.016	0.003	0.015	0.010	0.045	0.016	0.019
zip_count_4w	0.001	-0.073	0.054	-0.027	-0.042	1.000	0.126	0.196	0.266	0.011	-0.092	0.072	-0.023	0.041	-0.265	-0.001	0.003	0.015	0.098	0.012	0.054	0.036	0.036	0.056	0.025	0.012	0.021	0.042	0.028	0.020	0.086	0.035	0.049
velocity_6h	0.001	-0.099	0.027	-0.003	0.060	0.126	1.000	0.459	0.387	0.017	-0.148	0.011	-0.058	0.063	-0.398	-0.000	0.002	0.019	0.070	0.013	0.061	0.037	0.042	0.044	0.009	0.012	0.040	0.036	0.043	0.033	0.052	0.033	0.035
velocity_24h	0.000	-0.111	0.015	0.002	0.043	0.196	0.459	1.000	0.531	0.040	-0.148	0.003	-0.016	0.086	-0.542	-0.000	0.001	0.024	0.099	0.010	0.058	0.040	0.039	0.058	0.023	0.013	0.028	0.052	0.051	0.043	0.056	0.040	0.033
velocity_4w	-0.000	-0.115	0.029	-0.008	0.018	0.266	0.387	0.531	1.000	0.046	-0.169	0.021	0.015	0.106	-0.835	-0.001	-0.000	0.047	0.153	0.019	0.061	0.045	0.060	0.083	0.034	0.019	0.050	0.105	0.052	0.060	0.093	0.074	0.029
bank_branch_count_8w	-0.000	-0.007	0.026	0.066	0.024	0.011	0.017	0.040	0.046	1.000	-0.043	0.017	-0.026	0.015	-0.051	-0.001	-0.001	-0.016	-0.033	0.017	0.080	0.023	0.036	0.061	0.009	0.011	0.031	0.015	0.013	0.011	0.070	0.035	0.046
credit_risk_score	0.000	0.180	0.126	0.139	-0.083	-0.092	-0.148	-0.148	-0.169	-0.043	1.000	-0.075	0.653	-0.036	0.164	0.005	0.004	0.066	-0.110	0.069	0.050	0.062	0.141	0.136	0.014	0.017	0.066	0.039	0.032	0.042	0.022	0.035	0.084
bank_months_count	0.001	-0.033	0.058	0.032	-0.013	0.072	0.011	0.003	0.021	0.017	-0.075	1.000	-0.062	0.046	-0.012	-0.001	0.003	-0.007	-0.035	0.032	0.075	0.065	0.045	0.053	0.021	0.014	0.040	0.045	0.025	0.024	0.067	0.047	0.060
proposed_credit_limit	0.000	0.135	0.153	0.123	-0.069	-0.023	-0.058	-0.016	0.015	-0.026	0.653	-0.062	1.000	0.004	-0.021	0.003	0.002	0.087	-0.048	0.081	0.051	0.067	0.160	0.123	0.026	0.014	0.060	0.060	0.043	0.031	0.049	0.030	0.076
session_length_in_minutes	-0.000	-0.083	-0.033	0.057	0.052	0.041	0.063	0.086	0.106	0.015	-0.036	0.046	0.004	1.000	-0.097	0.000	-0.001	0.023	-0.057	0.013	0.030	0.032	0.029	0.118	0.010	0.029	0.031	0.056	0.043	0.055	0.038	0.017	0.027
month	0.001	0.124	-0.027	0.014	-0.019	-0.265	-0.398	-0.542	-0.835	-0.051	0.164	-0.012	-0.021	-0.097	1.000	-0.000	-0.001	-0.035	-0.164	0.020	0.068	0.046	0.063	0.087	0.030	0.019	0.054	0.119	0.066	0.060	0.100	0.079	0.031
x1	-0.002	0.003	-0.000	-0.006	-0.001	-0.001	-0.000	-0.000	-0.001	-0.001	0.005	-0.001	0.003	0.000	-0.000	1.000	0.012	-0.004	0.001	0.262	0.006	0.003	0.008	0.012	0.002	0.000	0.007	0.011	0.007	0.003	0.015	0.004	0.006
x2	0.002	0.001	-0.001	-0.005	-0.001	0.003	0.002	0.001	-0.000	-0.001	0.004	0.003	0.002	-0.001	-0.001	0.012	1.000	-0.002	0.002	0.264	0.003	0.004	0.007	0.011	0.005	0.000	0.006	0.010	0.007	0.004	0.015	0.002	0.006
name_email_similarity	-0.001	-0.028	0.047	-0.045	-0.033	0.015	0.019	0.024	0.047	-0.016	0.066	-0.007	0.087	0.023	-0.035	-0.004	-0.002	1.000	0.042	0.039	0.042	0.043	0.045	0.038	0.023	0.012	0.045	0.044	0.076	0.024	0.027	0.046	0.046
date_of_birth_distinct_emails_4w	-0.001	-0.027	-0.225	-0.552	-0.064	0.098	0.070	0.099	0.153	-0.033	-0.110	-0.035	-0.048	-0.057	-0.164	0.001	0.002	0.042	1.000	0.029	0.073	0.148	0.097	0.058	0.032	0.023	0.055	0.056	0.051	0.042	0.215	0.137	0.253
fraud_bool	0.002	0.045	0.043	0.030	0.004	0.012	0.013	0.010	0.019	0.017	0.069	0.032	0.081	0.013	0.020	0.262	0.264	0.039	0.029	1.000	0.031	0.029	0.085	0.037	0.017	0.000	0.064	0.041	0.025	0.035	0.042	0.005	0.024
payment_type	0.000	0.029	0.050	0.052	0.076	0.054	0.061	0.058	0.061	0.080	0.050	0.075	0.051	0.030	0.068	0.006	0.003	0.042	0.073	0.031	1.000	0.056	0.110	0.163	0.023	0.017	0.070	0.034	0.034	0.030	0.058	0.072	0.045
employment_status	0.002	0.062	0.062	0.166	0.014	0.036	0.037	0.040	0.045	0.023	0.062	0.065	0.067	0.032	0.046	0.003	0.004	0.043	0.148	0.029	0.056	1.000	0.112	0.039	0.024	0.030	0.062	0.069	0.015	0.050	0.168	0.175	0.218
housing_status	0.002	0.084	0.178	0.179	0.028	0.036	0.042	0.039	0.060	0.036	0.141	0.045	0.160	0.029	0.063	0.008	0.007	0.045	0.097	0.085	0.110	0.112	1.000	0.075	0.027	0.018	0.076	0.058	0.088	0.029	0.119	0.093	0.234
has_other_cards	0.003	0.087	0.071	0.118	0.042	0.056	0.044	0.058	0.083	0.061	0.136	0.053	0.123	0.118	0.087	0.012	0.011	0.038	0.058	0.037	0.163	0.039	0.075	1.000	0.006	0.013	0.049	0.087	0.032	0.031	0.099	0.021	0.112
foreign_request	0.000	0.012	0.024	0.013	0.000	0.025	0.009	0.023	0.034	0.009	0.014	0.021	0.026	0.010	0.030	0.002	0.005	0.023	0.032	0.017	0.023	0.024	0.027	0.006	1.000	0.003	0.055	0.015	0.030	0.004	0.010	0.009	0.007
source	0.003	0.008	0.011	0.024	0.014	0.012	0.012	0.013	0.019	0.011	0.017	0.014	0.014	0.029	0.019	0.000	0.000	0.012	0.023	0.000	0.017	0.030	0.018	0.013	0.003	1.000	0.058	0.062	0.000	0.316	0.009	0.018	0.022
device_os	0.001	0.039	0.051	0.092	0.016	0.021	0.040	0.028	0.050	0.031	0.066	0.040	0.060	0.031	0.054	0.007	0.006	0.045	0.055	0.064	0.070	0.062	0.076	0.049	0.055	0.058	1.000	0.070	0.150	0.036	0.076	0.093	0.073
keep_alive_session	0.001	0.041	0.056	0.062	0.003	0.042	0.036	0.052	0.105	0.015	0.039	0.045	0.060	0.056	0.119	0.011	0.010	0.044	0.056	0.041	0.034	0.069	0.058	0.087	0.015	0.062	0.070	1.000	0.030	0.100	0.044	0.024	0.045
email_is_free	0.000	0.024	0.091	0.039	0.015	0.028	0.043	0.051	0.052	0.013	0.032	0.025	0.043	0.043	0.066	0.007	0.007	0.076	0.051	0.025	0.034	0.015	0.088	0.032	0.030	0.000	0.150	0.030	1.000	0.007	0.013	0.034	0.028
device_distinct_emails_8w	0.000	0.018	0.017	0.040	0.010	0.020	0.033	0.043	0.060	0.011	0.042	0.024	0.031	0.055	0.060	0.003	0.004	0.024	0.042	0.035	0.030	0.050	0.029	0.031	0.004	0.316	0.036	0.100	0.007	1.000	0.012	0.064	0.030
phone_home_valid	0.002	0.009	0.136	0.249	0.045	0.086	0.052	0.056	0.093	0.070	0.022	0.067	0.049	0.038	0.100	0.015	0.015	0.027	0.215	0.042	0.058	0.168	0.119	0.099	0.010	0.009	0.076	0.044	0.013	0.012	1.000	0.273	0.198
phone_mobile_valid	0.000	0.040	0.107	0.172	0.016	0.035	0.033	0.040	0.074	0.035	0.035	0.047	0.030	0.017	0.079	0.004	0.002	0.046	0.137	0.005	0.072	0.175	0.093	0.021	0.009	0.018	0.093	0.024	0.034	0.064	0.273	1.000	0.143
segmentacion_etaria	0.000	0.074	0.106	1.000	0.019	0.049	0.035	0.033	0.029	0.046	0.084	0.060	0.076	0.027	0.031	0.006	0.006	0.046	0.253	0.024	0.045	0.218	0.234	0.112	0.007	0.022	0.073	0.045	0.028	0.030	0.198	0.143	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	id	income	current_address_months_count	customer_age	days_since_request	payment_type	zip_count_4w	velocity_6h	velocity_24h	velocity_4w	bank_branch_count_8w	employment_status	credit_risk_score	housing_status	bank_months_count	has_other_cards	proposed_credit_limit	source	session_length_in_minutes	device_os	keep_alive_session	month	x1	x2	name_email_similarity	date_of_birth_distinct_emails_4w	email_is_free	device_distinct_emails_8w	phone_home_valid	phone_mobile_valid	segmentacion_etaria
2	149585	0.8	140.0	50.0	0.015659	AA	1269.0	2844.260015	2789.827355	3141.137362	1605.0	CF	105.0	BA	9.0	1.0	200.0	INTERNET	4.654872	linux	1.0	7.0	0.009336	-2.096682	0.113208	4.0	1.0	1.0	1.0	1.0	Adulto
4	64486	0.9	171.0	50.0	0.001409	AB	4430.0	5854.065790	4210.039095	5313.233943	17.0	CC	208.0	BA	1.0	1.0	1500.0	INTERNET	3.720953	linux	1.0	1.0	2.229616	-0.005823	0.792797	4.0	0.0	1.0	0.0	1.0	Adulto
5	825283	0.5	85.0	30.0	0.027292	AB	1698.0	7938.525709	4963.194619	5070.085151	872.0	CA	138.0	BE	3.0	0.0	200.0	INTERNET	2.912670	windows	1.0	3.0	-0.193945	0.861207	0.865082	10.0	0.0	1.0	0.0	1.0	Adulto
9	891636	0.6	137.0	60.0	0.046158	AA	1512.0	7669.494145	4251.257682	5721.121146	271.0	CC	33.0	BB	28.0	0.0	200.0	INTERNET	20.889553	linux	0.0	2.0	2.192960	0.484068	0.383238	2.0	1.0	1.0	1.0	1.0	Persona Mayor
11	395034	0.4	156.0	40.0	0.032288	AA	941.0	6073.856953	3653.085358	4280.497941	1322.0	CA	91.0	BA	28.0	0.0	200.0	INTERNET	8.056782	linux	0.0	6.0	-0.647299	-0.319544	0.903835	5.0	1.0	1.0	1.0	1.0	Adulto
12	350324	0.3	61.0	50.0	0.010861	AB	2618.0	5697.332965	3573.092503	4329.133052	41.0	CB	65.0	BA	25.0	0.0	200.0	INTERNET	8.540440	windows	1.0	4.0	0.337705	-1.634093	0.028284	8.0	0.0	1.0	1.0	1.0	Adulto
13	852733	0.1	109.0	30.0	23.613744	AB	925.0	5709.427529	3101.407527	4913.060829	12.0	CB	167.0	BB	31.0	0.0	200.0	INTERNET	5.278296	other	1.0	3.0	1.039810	-1.891728	0.329843	15.0	1.0	1.0	0.0	1.0	Adulto
15	214541	0.6	171.0	20.0	0.011327	AB	470.0	2627.248329	2989.180440	3119.994880	13.0	CA	117.0	BE	1.0	0.0	200.0	INTERNET	1.304664	linux	1.0	7.0	-0.497989	-0.050975	0.902987	4.0	0.0	1.0	0.0	1.0	Adulto-Joven
19	158070	0.2	47.0	20.0	0.025274	AB	941.0	6622.546067	5532.875061	4190.394540	36.0	CA	61.0	BB	9.0	1.0	200.0	INTERNET	1.980974	other	1.0	5.0	-1.190795	-0.708502	0.303260	15.0	1.0	1.0	1.0	0.0	Adulto-Joven
21	434993	0.9	49.0	40.0	0.004121	AB	546.0	1539.974442	4678.244762	4312.134923	30.0	CA	207.0	BB	30.0	0.0	200.0	INTERNET	5.099331	other	1.0	6.0	-0.207501	0.771862	0.179135	2.0	0.0	1.0	0.0	1.0	Adulto

	id	income	current_address_months_count	customer_age	days_since_request	payment_type	zip_count_4w	velocity_6h	velocity_24h	velocity_4w	bank_branch_count_8w	employment_status	credit_risk_score	housing_status	bank_months_count	has_other_cards	proposed_credit_limit	source	session_length_in_minutes	device_os	keep_alive_session	month	x1	x2	name_email_similarity	date_of_birth_distinct_emails_4w	email_is_free	device_distinct_emails_8w	phone_home_valid	phone_mobile_valid	segmentacion_etaria
1137181	31889	0.7	358.0	60.0	0.019061	AD	1091.0	3767.216712	2652.760107	4382.079480	0.0	CB	97.0	BA	10.0	1.0	1000.0	INTERNET	3.833117	linux	1.0	5.0	0.752118	0.018495	0.132732	5.0	0.0	1.0	1.0	1.0	Persona Mayor
1137182	12058	0.4	19.0	60.0	0.040269	AB	1208.0	8593.114723	4745.957977	4209.385693	5.0	CA	107.0	BB	26.0	1.0	200.0	INTERNET	3.724164	windows	0.0	5.0	-1.498585	-1.009396	0.631882	6.0	0.0	1.0	1.0	0.0	Persona Mayor
1137183	115671	0.9	194.0	30.0	0.030739	AD	2327.0	1248.404855	3606.674465	4102.116983	0.0	CA	41.0	BE	30.0	0.0	200.0	INTERNET	5.903499	windows	0.0	5.0	-1.366298	1.097645	0.505530	11.0	0.0	1.0	0.0	1.0	Adulto
1137185	837269	0.8	148.0	50.0	0.010308	AB	842.0	6852.762884	4840.839864	4437.812460	39.0	CF	138.0	BA	20.0	0.0	200.0	INTERNET	3.383891	windows	1.0	5.0	-0.337247	0.105599	0.535256	4.0	1.0	1.0	0.0	1.0	Adulto
1137186	617436	0.8	11.0	30.0	0.009451	AB	2816.0	7044.320748	6149.501166	6350.143470	9.0	CA	85.0	BC	1.0	0.0	200.0	INTERNET	4.413203	linux	1.0	0.0	0.556321	0.884273	0.229976	9.0	1.0	1.0	0.0	1.0	Adulto
1137187	707063	0.1	260.0	60.0	0.026023	AB	1795.0	2647.065369	3186.017723	4295.311579	2.0	CA	185.0	BE	20.0	0.0	1000.0	INTERNET	5.780150	windows	0.0	5.0	0.397897	-0.103541	0.870118	3.0	1.0	1.0	0.0	0.0	Persona Mayor
1137188	784606	0.5	30.0	50.0	0.052916	AB	1039.0	13107.181512	7959.597243	5463.132193	5.0	CE	177.0	BB	25.0	1.0	200.0	INTERNET	3.359270	macintosh	1.0	1.0	1.713050	-1.911669	0.094715	5.0	0.0	1.0	1.0	1.0	Adulto
1137189	216375	0.8	0.0	30.0	0.005857	AB	918.0	1804.378187	3607.587517	4955.993979	10.0	CA	215.0	BC	28.0	1.0	1500.0	INTERNET	4.821661	windows	0.0	3.0	-0.727536	-1.540993	0.437026	13.0	0.0	1.0	0.0	1.0	Adulto
1137190	41856	0.7	18.0	30.0	1.426644	AA	1188.0	4609.874071	6271.051081	4860.118621	9.0	CA	122.0	BC	15.0	0.0	200.0	INTERNET	2.899507	other	1.0	3.0	1.642429	-0.026783	0.449010	15.0	0.0	1.0	1.0	1.0	Adulto
1137191	988191	0.9	56.0	30.0	0.006165	AD	1922.0	2608.615031	4771.499695	4950.832611	42.0	CA	100.0	BC	5.0	1.0	200.0	INTERNET	3.843607	linux	0.0	4.0	-1.662247	1.576214	0.769959	10.0	1.0	1.0	1.0	1.0	Adulto

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common